One size does not fit all: Customizing MCMC methods for hierarchical models using NIMBLE

Improved efficiency of Markov chain Monte Carlo facilitates all aspects of statistical analysis with Bayesian hierarchical models. Identifying strategies to improve MCMC performance is becoming increasingly crucial as the complexity of models, and the run times to fit them, increases. We evaluate different strategies for improving MCMC efficiency using the open‐source software NIMBLE (R package nimble) using common ecological models of species occurrence and abundance as examples. We ask how MCMC efficiency depends on model formulation, model size, data, and sampling strategy. For multiseason and/or multispecies occupancy models and for N‐mixture models, we compare the efficiency of sampling discrete latent states vs. integrating over them, including more vs. fewer hierarchical model components, and univariate vs. block‐sampling methods. We include the common MCMC tool JAGS in comparisons. For simple models, there is little practical difference between computational approaches. As model complexity increases, there are strong interactions between model formulation and sampling strategy on MCMC efficiency. There is no one‐size‐fits‐all best strategy, but rather problem‐specific best strategies related to model structure and type. In all but the simplest cases, NIMBLE's default or customized performance achieves much higher efficiency than JAGS. In the two most complex examples, NIMBLE was 10–12 times more efficient than JAGS. We find NIMBLE is a valuable tool for many ecologists utilizing Bayesian inference, particularly for complex models where JAGS is prohibitively slow. Our results highlight the need for more guidelines and customizable approaches to fit hierarchical models to ensure practitioners can make the most of occupancy and other hierarchical models. By implementing model‐generic MCMC procedures in open‐source software, including the NIMBLE extensions for integrating over latent states (implemented in the R package nimbleEcology), we have made progress toward this aim.     

脂质泡中的菌紫质旋转运动的介质依赖性

用闪光诱导瞬间二向色性方法测量了蔗糖和甘油对菌紫质（ＢＲ）分子在脂质泡中的旋转扩散运动的影响。结果表明脂质囊泡本身在悬浮液中的运动并不会影响ＢＲ分子在膜中的旋转运动的测量。蔗糖和甘油对ＢＲ旋转运动的影响在相变温度以上和相变温度以下是不同的,相变温度以下的主要作用是相分离,使运动减慢,相变温度以上的作用可能是脂的分散,使运动加快。     

Regional and Temporal Alterations in Ca2+/Calmodulin-Dependent Protein Kinase II and Calcineurin in the Hippocampus of Rat Brain After Transient Forebrain Ischemia

We have investigated regional and temporal alterations in Ca2+/calmodulin-dependent protein kinase II (CaM kinase II) and calcineurin (Ca2+/calmodulin-dependent protein phosphatase) after transient forebrain ischemia. Immunoreactivity and enzyme activity of CaM kinase II decreased in regions CA1 and CA3, and in the dentate gyrus, of the hippocampus early (6-12 h) after ischemia, but the decrease in immunoreactivity gradually recovered over time, except in the CA1 region. Furthermore, the increase in Ca2+/calmodulin-independent activity was detected up to 3 days after ischemia in all regions tested, suggesting that the concentration of intracellular Ca2+ increased. In contrast to CaM kinase II, as immunohistochemistry and regional immunoblot analysis revealed, calcineurin was preserved in the CA1 region until 1.5 days and then lost with the increase in morphological degeneration of neurons. Immunoblot analysis confirmed the findings of the immunohistochemistry. These results suggest that there is a difference between CaM kinase II and calcineurin in regional and temporal loss after ischemia and that imbalance of Ca2+/calmodulin-dependent protein phosphorylation-dephosphorylation may occur.     

High glucose modifies transient receptor potential canonical type 6 channels via increased oxidative stress and syndecan-4 in human podocytes

Transient receptor potential canonical (TRPC) channels type 6 play an important role in the function of human podocytes. Diabetic nephropathy is characterized by altered TRPC6 expression and functions of podocytes. Thus, we hypothesized that high glucose modifies TRPC6 channels via increased oxidative stress and syndecan-4 (SDC-4) in human podocytes.     

纳豆激酶基因的优化设计、合成及其在烟草叶片中的瞬时表达

根据植物偏爱密码子优化设计、合成纳豆激酶基因sNK,利用重叠延伸PCR法在其中插入番茄果实特异性表达基因E8的第一内含子构成sNKi基因,通过农杆菌渗透法将这两种基因渗入到烟草NC89叶片中并实现瞬时表达。通过RT-qPCR法将两种基因在烟草叶片中转录水平的表达量进行比较,结果表明两种基因在烟草叶片中均表达,且sNKi基因的表达量显著高于sNK基因;通过纤维蛋白平板法在两种基因的瞬时表达样品中均能检测到纤溶酶活性,表明目的基因在烟草叶片中可正常翻译并表现出溶栓活性,且sNKi基因在翻译水平的表达量显著高于sNK基因。表明内含子对人工合成的纳豆激酶基因的瞬时表达具有显著的促进作用。     

超高浓度培养基条件下酵母细胞生长及酒精生成的准稳态动力学研究

在1．5L搅拌式发酵罐中,使用葡萄糖质量浓度分别为120、200、280g／L的培养基进行酿酒酵母Saccharomyces cerevisiae连续发酵生成酒精的动力学研究。研究发现,当培养基中葡萄糖浓度为200和280g／L时,发酵液中残糖浓度、酒精浓度以及菌体生物量从小幅度波动的准稳态发展到大幅度波动的振荡状态。提出了伴有周期性振荡现象准稳态过程的概念,并针对该过程,建立了兼有底物和产物抑制的酵母细胞生长和产物酒精生成动力学模型。     

Recombinant protein production by large-scale transient gene expression in mammalian cells: state of the art and future perspectives

The expansion of the biologics pipeline depends on the identification of candidate proteins for clinical trials. Speed is one of the critical issues, and the rapid production of high quality, research-grade material for preclinical studies by transient gene expression (TGE) is addressing this factor in an impressive way: following DNA transfection, the production phase for TGE is usually 2-10 days. Recombinant proteins (r-proteins) produced by TGE can therefore enter the drug development and screening process in a very short time--weeks. With "classical" approaches to protein expression from mammalian cells, it takes months to establish a productive host cell line. This article summarizes efforts in industry and academia to use TGE to produce tens to hundreds of milligrams of r-proteins for either fundamental research or preclinical studies.     

Trade‐Off between Trap Filling,Trap Creation,and Charge Recombination Results in Performance Increase at Ultralow Doping Levels in Bulk Heterojunction Solar Cells

Doping of organic bulk heterojunction solar cells has the potential to improve their power conversion efficiency (PCE). Deconvoluting the effect of doping on charge transport, recombination, and energetic disorder remains challenging. It is demonstrated that molecular doping has two competing effects: on one hand, dopant ions create additional traps while on the other hand free dopant‐induced charges fill deep states possibly leading to V _OC and mobility increases. It is shown that molar dopant concentrations as low as a few parts per million can improve the PCE of organic bulk heterojunctions. Higher concentrations degrade the performance of the cells. In doped cells where PCE is observed to increase, such improvement cannot be attributed to better charge transport. Instead, the V _OC increase in unannealed P3HT:PCBM cells upon doping is indeed due to trap filling, while for annealed P3HT:PCBM cells the change in V _OC is related to morphology changes and dopant segregation. In PCDTBT:PC70BM cells, the enhanced PCE upon doping is explained by changes in the thickness of the active layer. This study highlights the complexity of bulk doping in organic solar cells due to the generally low doping efficiency and the constraint on doping concentrations to avoid carrier recombination and adverse morphology changes.     

Local denaturation in DNA molecules

A two-dimensional anharmonic model, the so-called Toda-Lennard-Jones model, is considered in order to investigate the problems related to the lifetime of the open states precursors to full denaturation, in inhomogeneous ring-shaped DNA molecules. It is found that a transition from double-stranded to single-stranded DNA occurs locally around physiological temperature. Moreover, the presence of inhomogeneities enhances the hydrogen bond breaking.     

人乳头瘤病毒L1基因与丹毒丝菌SpaA-N优势抗原表位序列的嵌合重组质粒构建及活性鉴定

为确定丹毒丝菌表面保护性抗原A的N-末端(SpaA-N)优势抗原表位,研发新型表位DNA嵌合疫苗,利用生物信息学软件对丹毒丝菌SpaA-N的优势B细胞抗原表位进行预测,以重叠PCR将优势表位插入人乳头瘤病毒16型的主要衣壳蛋白( HPV-16 LI) HI环结构的编码序列中,构建获得重组嵌合质粒pcDNA3-HPV-LI -△spaA.该重组质粒经体内、外瞬时特染后,RT-PCR均扩增获得了1 500 bp左右的目的片段.免疫印迹试验显示,体外转染嵌合质粒的细胞总蛋白能够与GST-SpaA-N重组蛋白免疫血清在56 kD处产生特异性结合.ELISA分析显示嵌合质粒可在小鼠体内产生差异显著的特异性抗体(P＜0.01),抗体滴度为1:1 000.此外,pcDNA3-HPV-L1-△spaA制备的抗血清至少可在1∶10稀释度条件下,介导外源补体对半数以上的菌体进行杀伤.该研究表明,获得的SpaA-N表位DNA嵌合疫苗具有免疫活性,为研发安全有效的丹毒丝菌新型DNA疫苗提供了一个新思路.